Since most babies tend to follow the steps of development according to a timeline (i.e. a, then b, then c, and never out of order), and typically on time, isn't this rather evidence that such neural system grow more than the physics system is learned?
The idea that some complex systems can simply grow without inputs is not unfounded in the biological world -- witness, for example, grazing animals such as cows and giraffes that plop out of the birth canal, shakily stand up, and being trotting around. They couldn't have trained that system in the womb.
Similarly, human babies who are growing complex neural systems over years might look like they are learning, but instead they are just growing. That's not to say that we don't learn things later on-- certainly we do-- but that's not evidence that babies are necessarily learning all the skills they become capable of in toddlerhood.